Overview

Dataset statistics

Number of variables16
Number of observations2147
Missing cells0
Missing cells (%)0.0%
Duplicate rows1
Duplicate rows (%)< 0.1%
Total size in memory432.0 KiB
Average record size in memory206.0 B

Variable types

NUM15
CAT1

Reproduction

Analysis started2020-05-02 15:03:17.294121
Analysis finished2020-05-02 15:04:06.280305
Versionpandas-profiling v2.5.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml
Dataset has 1 (< 0.1%) duplicate rows Duplicates
mode has 57 (2.7%) zeros Zeros

Variables

meanfreq
Real number (ℝ≥0)

Distinct count2146
Unique (%)> 99.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1870594791
Minimum0.1125746087
Maximum0.2511237587
Zeros0
Zeros (%)0.0%
Memory size16.9 KiB

Quantile statistics

Minimum0.1125746087
5-th percentile0.1399722295
Q10.1748685002
median0.1886386787
Q30.2011942643
95-th percentile0.2305188825
Maximum0.2511237587
Range0.13854915
Interquartile range (IQR)0.02632576411

Descriptive statistics

Standard deviation0.0249000491
Coefficient of variation (CV)0.1331130036
Kurtosis0.1658105411
Mean0.1870594791
Median Absolute Deviation (MAD)0.0188486892
Skewness-0.3028387724
Sum401.6167016
Variance0.0006200124454
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.11257461 0.12490613 0.14097202 0.16540393 0.17621094 0.20144825 0.21234939 0.23706762 0.24381429 0.25112376], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.2137323717 2 0.1%
 
0.2289027479 1 < 0.1%
 
0.1410780758 1 < 0.1%
 
0.1919592257 1 < 0.1%
 
0.2120307575 1 < 0.1%
 
0.2137375189 1 < 0.1%
 
0.2038652175 1 < 0.1%
 
0.1863085001 1 < 0.1%
 
0.1763834864 1 < 0.1%
 
0.1665615201 1 < 0.1%
 
Other values (2136) 2136 99.5%
 
ValueCountFrequency (%) 
0.1125746087 1 < 0.1%
 
0.112687253 1 < 0.1%
 
0.1137637158 1 < 0.1%
 
0.1139983213 1 < 0.1%
 
0.1173230883 1 < 0.1%
 
ValueCountFrequency (%) 
0.2511237587 1 < 0.1%
 
0.2470406841 1 < 0.1%
 
0.2443564469 1 < 0.1%
 
0.2432721416 1 < 0.1%
 
0.2432663032 1 < 0.1%
 

sd
Real number (ℝ≥0)

Distinct count2146
Unique (%)> 99.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.05530093694
Minimum0.02178199064
Maximum0.09579842628
Zeros0
Zeros (%)0.0%
Memory size16.9 KiB

Quantile statistics

Minimum0.02178199064
5-th percentile0.03180802534
Q10.04082656847
median0.05831198978
Q30.06350557289
95-th percentile0.08266786103
Maximum0.09579842628
Range0.07401643564
Interquartile range (IQR)0.02267900441

Descriptive statistics

Standard deviation0.015375466
Coefficient of variation (CV)0.2780326492
Kurtosis-0.6619897957
Mean0.05530093694
Median Absolute Deviation (MAD)0.01259476389
Skewness0.08051377599
Sum118.7311116
Variance0.0002364049548
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.02178199 0.02716882 0.03067919 0.03861014 0.04602112 ... 0.05714759 0.06285018 0.06867393 0.08885061 0.09579843], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.05770473882 2 0.1%
 
0.06212247431 1 < 0.1%
 
0.05804067186 1 < 0.1%
 
0.04080598623 1 < 0.1%
 
0.04357460227 1 < 0.1%
 
0.06248637126 1 < 0.1%
 
0.06089676665 1 < 0.1%
 
0.07472792323 1 < 0.1%
 
0.05512079056 1 < 0.1%
 
0.06745093931 1 < 0.1%
 
Other values (2136) 2136 99.5%
 
ValueCountFrequency (%) 
0.02178199064 1 < 0.1%
 
0.02506826557 1 < 0.1%
 
0.02550020574 1 < 0.1%
 
0.02551958613 1 < 0.1%
 
0.0259730293 1 < 0.1%
 
ValueCountFrequency (%) 
0.09579842628 1 < 0.1%
 
0.09563517323 1 < 0.1%
 
0.09492076645 1 < 0.1%
 
0.09289041687 1 < 0.1%
 
0.09288353691 1 < 0.1%
 

Q75
Real number (ℝ≥0)

Distinct count2069
Unique (%)96.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2296628411
Minimum0.1631165118
Maximum0.2734693878
Zeros0
Zeros (%)0.0%
Memory size16.9 KiB

Quantile statistics

Minimum0.1631165118
5-th percentile0.1966532536
Q10.2139680316
median0.2305333333
Q30.2465191018
95-th percentile0.2583990519
Maximum0.2734693878
Range0.110352876
Interquartile range (IQR)0.03255107016

Descriptive statistics

Standard deviation0.02017126131
Coefficient of variation (CV)0.08782988669
Kurtosis-0.6927704264
Mean0.2296628411
Median Absolute Deviation (MAD)0.01710888942
Skewness-0.2743823662
Sum493.0861199
Variance0.0004068797829
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.16311651 0.18520374 0.19471775 0.20741995 0.20746213 0.25906095 0.26676175 0.27346939], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.2333333333 4 0.2%
 
0.2413793103 4 0.2%
 
0.245 4 0.2%
 
0.2418181818 3 0.1%
 
0.2549253731 3 0.1%
 
0.224 3 0.1%
 
0.2499570815 2 0.1%
 
0.2385514612 2 0.1%
 
0.2077659574 2 0.1%
 
0.2140622372 2 0.1%
 
Other values (2059) 2118 98.6%
 
ValueCountFrequency (%) 
0.1631165118 1 < 0.1%
 
0.1657439896 1 < 0.1%
 
0.1681334392 1 < 0.1%
 
0.1693767867 1 < 0.1%
 
0.1694839609 1 < 0.1%
 
ValueCountFrequency (%) 
0.2734693878 1 < 0.1%
 
0.2698517298 1 < 0.1%
 
0.2689373297 1 < 0.1%
 
0.2689240506 1 < 0.1%
 
0.2687919943 1 < 0.1%
 

IQR
Real number (ℝ≥0)

Distinct count2084
Unique (%)97.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08224428519
Minimum0.01658674189
Maximum0.195526658
Zeros0
Zeros (%)0.0%
Memory size16.9 KiB

Quantile statistics

Minimum0.01658674189
5-th percentile0.02711022704
Q10.04403782563
median0.09107526882
Q30.1123675488
95-th percentile0.1441319139
Maximum0.195526658
Range0.1789399161
Interquartile range (IQR)0.06832972312

Descriptive statistics

Standard deviation0.03899081434
Coefficient of variation (CV)0.4740853938
Kurtosis-0.8970459927
Mean0.08224428519
Median Absolute Deviation (MAD)0.03445675249
Skewness0.1502248831
Sum176.5784803
Variance0.001520283603
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.01658674 0.02030467 0.02533616 0.05246359 0.06350478 ... 0.10077909 0.1206064 0.12846758 0.18203592 0.19552666], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.035 4 0.2%
 
0.105 4 0.2%
 
0.04666666667 3 0.1%
 
0.04307692308 3 0.1%
 
0.1184615385 2 0.1%
 
0.1119311193 2 0.1%
 
0.04433333333 2 0.1%
 
0.1091176471 2 0.1%
 
0.1067150635 2 0.1%
 
0.1017755444 2 0.1%
 
Other values (2074) 2121 98.8%
 
ValueCountFrequency (%) 
0.01658674189 1 < 0.1%
 
0.01742895805 1 < 0.1%
 
0.01800643087 1 < 0.1%
 
0.01817218543 1 < 0.1%
 
0.01858541893 1 < 0.1%
 
ValueCountFrequency (%) 
0.195526658 1 < 0.1%
 
0.1909363831 1 < 0.1%
 
0.1846098868 1 < 0.1%
 
0.1825903614 1 < 0.1%
 
0.1814814815 1 < 0.1%
 

skew
Real number (ℝ≥0)

Distinct count2146
Unique (%)> 99.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.073514085
Minimum0.2850202853
Maximum4.316058818
Zeros0
Zeros (%)0.0%
Memory size16.9 KiB

Quantile statistics

Minimum0.2850202853
5-th percentile1.090451625
Q11.55429069
median2.00091713
Q32.531818639
95-th percentile3.347653841
Maximum4.316058818
Range4.031038532
Interquartile range (IQR)0.9775279492

Descriptive statistics

Standard deviation0.6895606485
Coefficient of variation (CV)0.3325565298
Kurtosis-0.2283313113
Mean2.073514085
Median Absolute Deviation (MAD)0.5601325066
Skewness0.4661334878
Sum4451.834741
Variance0.475493888
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.28502029 0.69149892 0.90823648 1.08766507 1.31926702 ... 2.68051138 3.13681312 3.62239673 4.00677045 4.31605882], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2.113598278 2 0.1%
 
2.163847944 1 < 0.1%
 
3.058550761 1 < 0.1%
 
2.069733704 1 < 0.1%
 
3.371422074 1 < 0.1%
 
2.068888018 1 < 0.1%
 
2.001373324 1 < 0.1%
 
4.065658329 1 < 0.1%
 
3.896396746 1 < 0.1%
 
2.073218316 1 < 0.1%
 
Other values (2136) 2136 99.5%
 
ValueCountFrequency (%) 
0.2850202853 1 < 0.1%
 
0.5487427053 1 < 0.1%
 
0.5897874639 1 < 0.1%
 
0.608051472 1 < 0.1%
 
0.6083710438 1 < 0.1%
 
ValueCountFrequency (%) 
4.316058818 1 < 0.1%
 
4.281047254 1 < 0.1%
 
4.154631288 1 < 0.1%
 
4.147547098 1 < 0.1%
 
4.112595664 1 < 0.1%
 

sp.ent
Real number (ℝ≥0)

Distinct count2146
Unique (%)> 99.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.896081886
Minimum0.7711673323
Maximum0.9765329702
Zeros0
Zeros (%)0.0%
Memory size16.9 KiB

Quantile statistics

Minimum0.7711673323
5-th percentile0.8203984316
Q10.8646363488
median0.9016863291
Q30.9266093325
95-th percentile0.9630603704
Maximum0.9765329702
Range0.2053656379
Interquartile range (IQR)0.06197298372

Descriptive statistics

Standard deviation0.04259591666
Coefficient of variation (CV)0.04753574123
Kurtosis-0.4938296522
Mean0.896081886
Median Absolute Deviation (MAD)0.03501713152
Skewness-0.3637771111
Sum1923.887809
Variance0.001814412116
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.77116733 0.79946337 0.81671027 0.84305589 0.84305709 0.89060231 0.93530743 0.96840759 0.97653297], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.8597123484 2 0.1%
 
0.8960124174 1 < 0.1%
 
0.9437210184 1 < 0.1%
 
0.9257820649 1 < 0.1%
 
0.8549195159 1 < 0.1%
 
0.7900474456 1 < 0.1%
 
0.8502610037 1 < 0.1%
 
0.9162869554 1 < 0.1%
 
0.8504492364 1 < 0.1%
 
0.8762574598 1 < 0.1%
 
Other values (2136) 2136 99.5%
 
ValueCountFrequency (%) 
0.7711673323 1 < 0.1%
 
0.7713014082 1 < 0.1%
 
0.7718593829 1 < 0.1%
 
0.7727412762 1 < 0.1%
 
0.7738310166 1 < 0.1%
 
ValueCountFrequency (%) 
0.9765329702 1 < 0.1%
 
0.9764626195 1 < 0.1%
 
0.976355461 1 < 0.1%
 
0.9758139234 1 < 0.1%
 
0.9753869363 1 < 0.1%
 

sfm
Real number (ℝ≥0)

Distinct count2146
Unique (%)> 99.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3915937023
Minimum0.08220408541
Maximum0.8260991385
Zeros0
Zeros (%)0.0%
Memory size16.9 KiB

Quantile statistics

Minimum0.08220408541
5-th percentile0.1584448722
Q10.2491830445
median0.361472534
Q30.5092714429
95-th percentile0.7283540146
Maximum0.8260991385
Range0.7438950531
Interquartile range (IQR)0.2600883983

Descriptive statistics

Standard deviation0.1741391803
Coefficient of variation (CV)0.4446935159
Kurtosis-0.6326895567
Mean0.3915937023
Median Absolute Deviation (MAD)0.1456743056
Skewness0.5193885095
Sum840.7516789
Variance0.03032445411
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.08220409 0.11809323 0.16981495 0.32469214 0.5401082 0.78752155 0.82609914], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.08493436355 2 0.1%
 
0.5809385427 1 < 0.1%
 
0.2345334848 1 < 0.1%
 
0.1969930127 1 < 0.1%
 
0.1792393576 1 < 0.1%
 
0.5597423183 1 < 0.1%
 
0.1701727166 1 < 0.1%
 
0.5604066953 1 < 0.1%
 
0.3876420051 1 < 0.1%
 
0.4375912436 1 < 0.1%
 
Other values (2136) 2136 99.5%
 
ValueCountFrequency (%) 
0.08220408541 1 < 0.1%
 
0.08493436355 2 0.1%
 
0.09335855486 1 < 0.1%
 
0.09445510179 1 < 0.1%
 
0.09467554002 1 < 0.1%
 
ValueCountFrequency (%) 
0.8260991385 1 < 0.1%
 
0.8226706545 1 < 0.1%
 
0.8225866361 1 < 0.1%
 
0.8180562992 1 < 0.1%
 
0.8130875954 1 < 0.1%
 

mode
Real number (ℝ≥0)

ZEROS
Distinct count2045
Unique (%)95.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1847511453
Minimum0
Maximum0.28
Zeros57
Zeros (%)2.7%
Memory size16.9 KiB

Quantile statistics

Minimum0
5-th percentile0.04999161777
Q10.1598844002
median0.1969686985
Q30.2300726819
95-th percentile0.2650716534
Maximum0.28
Range0.28
Interquartile range (IQR)0.07018828171

Descriptive statistics

Standard deviation0.06386627131
Coefficient of variation (CV)0.3456880941
Kurtosis1.036461832
Mean0.1847511453
Median Absolute Deviation (MAD)0.04832893441
Skewness-1.115941192
Sum396.660709
Variance0.004078900612
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.00152807 0.02214741 0.0498901 0.05026062 ... 0.18925633 0.20797918 0.26160889 0.27985169 0.28 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 57 2.7%
 
0.28 9 0.4%
 
0.1866666667 5 0.2%
 
0.05013333333 3 0.1%
 
0.245 3 0.1%
 
0.239762963 2 0.1%
 
0.1938461538 2 0.1%
 
0.04999161777 2 0.1%
 
0.210097629 2 0.1%
 
0.1082411436 2 0.1%
 
Other values (2035) 2060 95.9%
 
ValueCountFrequency (%) 
0 57 2.7%
 
0.003056133056 1 < 0.1%
 
0.004603288063 1 < 0.1%
 
0.004875621891 1 < 0.1%
 
0.005390898483 1 < 0.1%
 
ValueCountFrequency (%) 
0.28 9 0.4%
 
0.2797033898 1 < 0.1%
 
0.2795851852 1 < 0.1%
 
0.2795229983 1 < 0.1%
 
0.2791181102 1 < 0.1%
 

meanfun
Real number (ℝ≥0)

Distinct count2146
Unique (%)> 99.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1453491138
Minimum0.07116814457
Maximum0.2257554714
Zeros0
Zeros (%)0.0%
Memory size16.9 KiB

Quantile statistics

Minimum0.07116814457
5-th percentile0.1017074817
Q10.1227695399
median0.1414446349
Q30.1698690581
95-th percentile0.1915817037
Maximum0.2257554714
Range0.1545873269
Interquartile range (IQR)0.04709951823

Descriptive statistics

Standard deviation0.02891874278
Coefficient of variation (CV)0.1989605717
Kurtosis-0.9345505894
Mean0.1453491138
Median Absolute Deviation (MAD)0.02516219264
Skewness0.1100841701
Sum312.0645474
Variance0.0008362936841
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.07116814 0.09050164 0.10163275 0.10871818 0.12375133 ... 0.18294314 0.19388853 0.20181843 0.21339336 0.22575547], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.1336673026 2 0.1%
 
0.1650750785 1 < 0.1%
 
0.1571508312 1 < 0.1%
 
0.1682575029 1 < 0.1%
 
0.1727898711 1 < 0.1%
 
0.1013949163 1 < 0.1%
 
0.1137630326 1 < 0.1%
 
0.1418104062 1 < 0.1%
 
0.1341726856 1 < 0.1%
 
0.1749417791 1 < 0.1%
 
Other values (2136) 2136 99.5%
 
ValueCountFrequency (%) 
0.07116814457 1 < 0.1%
 
0.07173922044 1 < 0.1%
 
0.07877827652 1 < 0.1%
 
0.08045982686 1 < 0.1%
 
0.08061413048 1 < 0.1%
 
ValueCountFrequency (%) 
0.2257554714 1 < 0.1%
 
0.2165806582 1 < 0.1%
 
0.2162084628 1 < 0.1%
 
0.2137212584 1 < 0.1%
 
0.2130654584 1 < 0.1%
 

minfun
Real number (ℝ≥0)

Distinct count621
Unique (%)28.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.03834713862
Minimum0.009775171065
Maximum0.09142857143
Zeros0
Zeros (%)0.0%
Memory size16.9 KiB

Quantile statistics

Minimum0.009775171065
5-th percentile0.01597284951
Q10.02043436065
median0.04710500491
Q30.04809619238
95-th percentile0.05206073753
Maximum0.09142857143
Range0.08165340036
Interquartile range (IQR)0.02766183173

Descriptive statistics

Standard deviation0.01468286113
Coefficient of variation (CV)0.3828932656
Kurtosis-0.9042928865
Mean0.03834713862
Median Absolute Deviation (MAD)0.01328316812
Skewness-0.3633667957
Sum82.33130661
Variance0.0002155864109
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00977517 0.0154654 0.01564793 0.01685098 0.01950984 ... 0.05013056 0.05189195 0.05514074 0.07067932 0.09142857], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.04692082111 59 2.7%
 
0.04710500491 51 2.4%
 
0.0469667319 47 2.2%
 
0.04701273262 46 2.1%
 
0.04705882353 42 2.0%
 
0.0473840079 39 1.8%
 
0.04715127701 37 1.7%
 
0.04729064039 35 1.6%
 
0.04719764012 32 1.5%
 
0.04743083004 29 1.4%
 
Other values (611) 1730 80.6%
 
ValueCountFrequency (%) 
0.009775171065 1 < 0.1%
 
0.009900990099 1 < 0.1%
 
0.01107419712 1 < 0.1%
 
0.01302083333 1 < 0.1%
 
0.01481481481 1 < 0.1%
 
ValueCountFrequency (%) 
0.09142857143 1 < 0.1%
 
0.09039548023 1 < 0.1%
 
0.08556149733 1 < 0.1%
 
0.08474576271 1 < 0.1%
 
0.08376963351 1 < 0.1%
 

maxfun
Real number (ℝ≥0)

Distinct count44
Unique (%)2.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2686778589
Minimum0.2191780822
Maximum0.2791139241
Zeros0
Zeros (%)0.0%
Memory size16.9 KiB

Quantile statistics

Minimum0.2191780822
5-th percentile0.233378933
Q10.2666666667
median0.275862069
Q30.2774566474
95-th percentile0.2790697674
Maximum0.2791139241
Range0.05993584186
Interquartile range (IQR)0.01078998073

Descriptive statistics

Standard deviation0.01417242086
Coefficient of variation (CV)0.0527487487
Kurtosis2.20030684
Mean0.2686778589
Median Absolute Deviation (MAD)0.01069240507
Skewness-1.741719291
Sum576.851363
Variance0.000200857513
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.21917808 0.22792208 0.2322211 0.2384506 0.240006 ... 0.27661028 0.27740757 0.27761721 0.27842377 0.27911392], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.2790697674 477 22.2%
 
0.275862069 349 16.3%
 
0.2774566474 295 13.7%
 
0.2711864407 160 7.5%
 
0.2666666667 106 4.9%
 
0.2742857143 100 4.7%
 
0.262295082 90 4.2%
 
0.25 63 2.9%
 
0.2727272727 49 2.3%
 
0.2580645161 47 2.2%
 
Other values (34) 411 19.1%
 
ValueCountFrequency (%) 
0.2191780822 16 0.7%
 
0.2222222222 15 0.7%
 
0.2253521127 11 0.5%
 
0.2272727273 2 0.1%
 
0.2285714286 28 1.3%
 
ValueCountFrequency (%) 
0.2791139241 6 0.3%
 
0.2790697674 477 22.2%
 
0.2777777778 15 0.7%
 
0.2774566474 295 13.7%
 
0.2773584906 2 0.1%
 

meandom
Real number (ℝ≥0)

Distinct count2083
Unique (%)97.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9199502507
Minimum0.05684840426
Maximum2.284943182
Zeros0
Zeros (%)0.0%
Memory size16.9 KiB

Quantile statistics

Minimum0.05684840426
5-th percentile0.1989071801
Q10.56640625
median0.8884943182
Q31.236617647
95-th percentile1.787269176
Maximum2.284943182
Range2.228094778
Interquartile range (IQR)0.6702113971

Descriptive statistics

Standard deviation0.4716556733
Coefficient of variation (CV)0.5126969344
Kurtosis-0.4282040493
Mean0.9199502507
Median Absolute Deviation (MAD)0.3856923876
Skewness0.3677127073
Sum1975.133188
Variance0.2224590741
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.0568484 0.17830087 0.20757212 0.45424332 1.16064453 1.44995404 1.69431323 2.00176554 2.28494318], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.71875 4 0.2%
 
1.0078125 3 0.1%
 
1.372395833 3 0.1%
 
0.861328125 2 0.1%
 
0.673828125 2 0.1%
 
1.11328125 2 0.1%
 
0.7901785714 2 0.1%
 
0.7265625 2 0.1%
 
0.18359375 2 0.1%
 
1.044270833 2 0.1%
 
Other values (2073) 2123 98.9%
 
ValueCountFrequency (%) 
0.05684840426 1 < 0.1%
 
0.06527217742 1 < 0.1%
 
0.06883445946 1 < 0.1%
 
0.07832532051 1 < 0.1%
 
0.07861328125 1 < 0.1%
 
ValueCountFrequency (%) 
2.284943182 1 < 0.1%
 
2.27290483 1 < 0.1%
 
2.254488032 1 < 0.1%
 
2.253038194 1 < 0.1%
 
2.228816106 1 < 0.1%
 

mindom
Real number (ℝ≥0)

Distinct count39
Unique (%)1.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.03610754559
Minimum0.0048828125
Maximum0.1640625
Zeros0
Zeros (%)0.0%
Memory size16.9 KiB

Quantile statistics

Minimum0.0048828125
5-th percentile0.0078125
Q10.0234375
median0.0234375
Q30.0234375
95-th percentile0.15625
Maximum0.1640625
Range0.1591796875
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.04089028656
Coefficient of variation (CV)1.132458213
Kurtosis3.357520245
Mean0.03610754559
Median Absolute Deviation (MAD)0.02797173695
Skewness2.135527143
Sum77.52290039
Variance0.001672015535
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00488281 0.00634766 0.01123047 0.01513672 0.0185791 ... 0.14111328 0.14746094 0.15869141 0.16259766 0.1640625 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.0234375 1190 55.4%
 
0.0078125 470 21.9%
 
0.1640625 79 3.7%
 
0.0546875 39 1.8%
 
0.140625 31 1.4%
 
0.15625 29 1.4%
 
0.09375 28 1.3%
 
0.015625 28 1.3%
 
0.0048828125 26 1.2%
 
0.03125 23 1.1%
 
Other values (29) 204 9.5%
 
ValueCountFrequency (%) 
0.0048828125 26 1.2%
 
0.0078125 470 21.9%
 
0.0146484375 1 < 0.1%
 
0.015625 28 1.3%
 
0.02153320313 9 0.4%
 
ValueCountFrequency (%) 
0.1640625 79 3.7%
 
0.1611328125 1 < 0.1%
 
0.15625 29 1.4%
 
0.1484375 15 0.7%
 
0.146484375 3 0.1%
 

maxdom
Real number (ℝ≥0)

Distinct count828
Unique (%)38.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.718784455
Minimum0.1328125
Maximum14.3203125
Zeros0
Zeros (%)0.0%
Memory size16.9 KiB

Quantile statistics

Minimum0.1328125
5-th percentile0.5703125
Q13.796875
median5.6953125
Q37.96875
95-th percentile10.4765625
Maximum14.3203125
Range14.1875
Interquartile range (IQR)4.171875

Descriptive statistics

Standard deviation2.931069457
Coefficient of variation (CV)0.5125336478
Kurtosis-0.5353127689
Mean5.718784455
Median Absolute Deviation (MAD)2.366201609
Skewness-0.005241449305
Sum12278.23022
Variance8.591168164
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0.1328125 0.22265625 0.91796875 2.5390625 3.47265625 ... 8.00390625 9.64453125 10.32421875 12.0703125 14.3203125 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5.15625 16 0.7%
 
7 15 0.7%
 
5.390625 11 0.5%
 
12.0234375 11 0.5%
 
6.4453125 10 0.5%
 
5.2734375 10 0.5%
 
4.3828125 9 0.4%
 
8.015625 9 0.4%
 
6.140625 9 0.4%
 
8.90625 9 0.4%
 
Other values (818) 2038 94.9%
 
ValueCountFrequency (%) 
0.1328125 1 < 0.1%
 
0.140625 1 < 0.1%
 
0.171875 1 < 0.1%
 
0.1796875 1 < 0.1%
 
0.1953125 2 0.1%
 
ValueCountFrequency (%) 
14.3203125 1 < 0.1%
 
14.109375 2 0.1%
 
13.265625 1 < 0.1%
 
12.75 1 < 0.1%
 
12.7265625 1 < 0.1%
 

modindx
Real number (ℝ≥0)

Distinct count2140
Unique (%)99.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.146303408
Minimum0.01988135321
Maximum0.3703703704
Zeros0
Zeros (%)0.0%
Memory size16.9 KiB

Quantile statistics

Minimum0.01988135321
5-th percentile0.06604905656
Q10.09789981337
median0.1290789474
Q30.1750854285
95-th percentile0.2929986012
Maximum0.3703703704
Range0.3504890172
Interquartile range (IQR)0.07718561509

Descriptive statistics

Standard deviation0.06799654657
Coefficient of variation (CV)0.4647639279
Kurtosis0.9691658323
Mean0.146303408
Median Absolute Deviation (MAD)0.05222248852
Skewness1.146287076
Sum314.113417
Variance0.004623530345
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.01988135 0.04411442 0.05535429 0.07141691 0.0853234 ... 0.12885101 0.16658494 0.21359492 0.28836307 0.37037037], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.1722488038 2 0.1%
 
0.1176470588 2 0.1%
 
0.1064935065 2 0.1%
 
0.2290513104 2 0.1%
 
0.06043956044 2 0.1%
 
0.1462053571 2 0.1%
 
0.1075268817 2 0.1%
 
0.1509009009 1 < 0.1%
 
0.3150266972 1 < 0.1%
 
0.170018622 1 < 0.1%
 
Other values (2130) 2130 99.2%
 
ValueCountFrequency (%) 
0.01988135321 1 < 0.1%
 
0.02164750958 1 < 0.1%
 
0.02248677249 1 < 0.1%
 
0.02419512195 1 < 0.1%
 
0.02922690132 1 < 0.1%
 
ValueCountFrequency (%) 
0.3703703704 1 < 0.1%
 
0.3692664348 1 < 0.1%
 
0.3691883373 1 < 0.1%
 
0.3626834382 1 < 0.1%
 
0.3609316892 1 < 0.1%
 

label
Categorical

Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size16.9 KiB
male
1081
female
1066
ValueCountFrequency (%) 
male 1081 50.3%
 
female 1066 49.7%
 

Length

Max length6
Mean length4.993013507
Min length4
ValueCountFrequency (%) 
Lowercase_Letter 5 100.0%
 
ValueCountFrequency (%) 
Latin 5 100.0%
 
ValueCountFrequency (%) 
ASCII 5 100.0%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Missing values

Sample

First rows

meanfreqsdQ75IQRskewsp.entsfmmodemeanfunminfunmaxfunmeandommindommaxdommodindxlabel
00.1512280.0721110.2079550.1113741.2328310.9633220.7272320.0838780.0889650.0177980.2500000.2014970.0078120.5625000.247119male
10.1351200.0791460.2060450.1273251.1011740.9719550.7835680.1042610.1063980.0169310.2666670.7128120.0078125.4843750.208274male
20.1327860.0795570.2095920.1416341.9325620.9631810.7383070.1125550.1101320.0171120.2539680.2982220.0078122.7265620.125160male
30.1507620.0744630.2057180.1128191.5306430.9675730.7626380.0861970.1059450.0262300.2666670.4796200.0078125.3125000.123992male
40.1422390.0780180.2085870.1203811.0997460.9707230.7709920.2191030.0967290.0179570.2500000.3364760.0078122.1640620.148272male
50.1343290.0803500.2019570.1263771.1903680.9752460.8045050.0116990.1058810.0193000.2622950.3403650.0156254.6953120.089920male
60.1385510.0770540.2027390.1154261.6267700.9660040.7520420.0121010.1041990.0191390.2622950.2460940.0078122.7187500.132351male
70.1908460.0657900.2443570.1120761.5623040.9385460.5388100.0501290.1133230.0175440.2758621.4341150.0078126.3203120.254780male
80.1683460.0741210.2398240.1240682.7043350.9345230.5597420.0600330.0834840.0157170.2318840.1465630.0078123.1250000.059537male
90.1810150.0743690.2541750.1255022.5873250.9152840.4753170.0599570.0986430.0161450.2758620.2098440.0078123.6953120.059940male

Last rows

meanfreqsdQ75IQRskewsp.entsfmmodemeanfunminfunmaxfunmeandommindommaxdommodindxlabel
21370.1785730.0466790.2046010.0552933.0666680.8914480.3211690.1530320.1553800.0254780.2539680.6379210.1484386.1484380.101291female
21380.2018060.0360570.2278720.0497071.5853530.8847310.2279030.1761170.1917040.0327200.2758620.5937500.0078125.9218750.124383female
21390.1836670.0406070.2076460.0511662.0541380.8981380.3139250.1770400.1492370.0186480.2622950.5503120.0078123.4218750.166503female
21400.1687940.0858420.2402290.1446711.4622480.9562010.7068610.1844420.1828630.0206990.2711860.9882810.0078125.8828120.268617female
21410.1517710.0891470.2301990.1720401.2277100.9620450.7445900.2305470.2016000.0234260.2666670.7667410.0078124.0078120.192220female
21420.1460230.0925250.2243370.1825901.3849810.9489990.6598250.2154820.1956400.0395060.2758620.5338540.0078122.9921880.258924female
21430.1318840.0847340.2011440.1518591.7621290.9629340.7631820.2008360.1827900.0837700.2622950.8328990.0078124.2109380.161929female
21440.1420560.0957980.2243600.1909361.8765020.9468540.6541960.0080060.2099180.0395060.2758620.4942710.0078122.9375000.194759female
21450.1436590.0906280.2199430.1764351.5910650.9504360.6754700.2122020.1723750.0344830.2500000.7913600.0078123.5937500.311002female
21460.1655090.0928840.2508270.1807561.7050290.9388290.6015290.2677020.1856070.0622570.2711860.2270220.0078120.5546880.350000female